A Mobile Application for Detecting and Monitoring the Development Stages of Wild Flowers and Plants

被引:0
|
作者
Videira J. [1 ]
Gaspar P.D. [2 ,3 ]
Soares V.N.G.J. [1 ]
Caldeira J.M.L.P. [1 ,4 ]
机构
[1] Polytechnic Institute of Castelo Branco, Av. Pedro Álvares Cabral nº12, Castelo Branco
[2] Department of Electromechanical Engineering, University of Beira Interior, Rua Marquês d’Ávila e Bolama, Covilhã
[3] C-MAST Center for Mechanical and Aerospace Science and Technologies, University of Beira Interior, Covilhã
[4] Instituto de Telecomunicações, Rua Marquês d’Ávila e Bolama, Covilhã
来源
Informatica (Slovenia) | 2024年 / 48卷 / 06期
关键词
computer vision; convolutional neural networks; development stages; mobile app; wild flowers and plants; YOLOv4; YOLOv4-tiny;
D O I
10.31449/inf.v48i6.5645
中图分类号
学科分类号
摘要
Wild flowers and plants appear spontaneously. They form the ecological basis on which life depends. They play a fundamental role in the regeneration of natural life and the balance of ecological systems. However, this irreplaceable natural heritage is at risk of being lost due to human activity and climate change. The work presented in this paper contributes to the conservation effort. It is based on a previous study by the same authors, which identified computer vision as a suitable technological platform for detecting and monitoring the development stages of wild flowers and plants. It describes the process of developing a mobile application that uses YOLOv4 and YOLOv4-tiny convolutional neural networks to detect the stages of development of wild flowers and plants. This application could be used by visitors in a nature park to provide information and raise awareness about the wild flowers and plants they find along the roads and trails. © 2024 Slovene Society Informatika. All rights reserved.
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页码:43 / 58
页数:15
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